Assessing Decision Tree Stability: A Comprehensive Method for Generating a Stable Decision Tree
Objectives: This paper proposes a novel stability metric for decision trees that does not rely on the elusive notion of tree similarity.Existing stability metrics have been constructed in a pairwise fashion to assess the tree similarity between two decision trees.However, quantifying the structural similarities between decision trees is inherently